{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scanpy as sc\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import sys\n",
    "sys.path.append('~/SCALEX/script')\n",
    "from metrics import *\n",
    "plt.rc('font', family='Helvetica')\n",
    "plt.rcParams['pdf.fonttype'] = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Plot_NMI_ARI(NMI,\n",
    "                 ARI,\n",
    "                 ncols=5,\n",
    "                 nrows=1,\n",
    "                 palette=None,\n",
    "                 figsize=(15,2.3),\n",
    "                 set_yticks=[0,0.25,0.5,0.75,1],\n",
    "                 set_xticks=[0.5,0.75,1],\n",
    "                 save='~/SCALEX/figures/benchmark/NMI-ARI_louvain.pdf'\n",
    "                 ):\n",
    "\n",
    "    datasets = list(NMI.index)\n",
    "    methods = list(NMI.columns)\n",
    "\n",
    "    score = pd.DataFrame({'Dataset':np.repeat(datasets, len(methods)),\n",
    "                          'Method': methods * len(datasets),\n",
    "                          'NMI': np.reshape(NMI.values, (1, -1)).squeeze(),\n",
    "                          'ARI': np.reshape(ARI.values, (1, -1)).squeeze(),})\n",
    "    \n",
    "    \n",
    "    \n",
    "    plt.rc('font', family='Helvetica')\n",
    "    plt.rcParams['pdf.fonttype'] = 42\n",
    "\n",
    "    from matplotlib import gridspec\n",
    "    figsize=figsize\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    plt.rcParams['savefig.dpi'] = 100\n",
    "    plt.rcParams['figure.dpi'] = 100\n",
    "    legend_params_ = {'loc': 'center left',\n",
    "                      'bbox_to_anchor':(1.05, 0.45),\n",
    "                      'fontsize': 12,\n",
    "                      'ncol': 1,\n",
    "                      'frameon': False,\n",
    "                      'markerscale': 1.2,\n",
    "                     }\n",
    "    axs = gridspec.GridSpec(nrows=nrows, ncols=ncols, height_ratios=[1]*nrows, width_ratios=[1]*ncols, wspace=0.25, hspace=0.25)\n",
    "\n",
    "    for i, data in enumerate(datasets):\n",
    "        ax = fig.add_subplot(axs[0, i])\n",
    "        if i == ncols-1:\n",
    "            ax = sns.scatterplot(x=\"NMI\", \n",
    "                                 y=\"ARI\", \n",
    "                                 data=score.loc[score.Dataset == data,:],\n",
    "                                 hue='Method',\n",
    "                                 palette=palette,\n",
    "    #                              legend=False,\n",
    "                                 marker='+',\n",
    "                                 s=100)\n",
    "\n",
    "            plt.legend(**legend_params_)\n",
    "        else:\n",
    "            ax = sns.scatterplot(x=\"NMI\", \n",
    "                                 y=\"ARI\", \n",
    "                                 data=score.loc[score.Dataset == data,:],\n",
    "                                 hue='Method',\n",
    "                                 palette=palette, \n",
    "                                 legend=False,\n",
    "                                 marker=\"+\",\n",
    "                                 s=100)\n",
    "        ax.set_yticks(set_yticks)\n",
    "        ax.set_xticks(set_xticks)\n",
    "        ax.set_title(data, fontsize=15, va='center',pad=10)\n",
    "        ax.tick_params(axis='y',left=True, right=False, labelright=False, labelleft=True, labelsize=12, length=3, pad=1)\n",
    "\n",
    "        if i == 0:\n",
    "            ax.set_ylabel('ARI', rotation=90, fontsize=16, labelpad=10, va='center')\n",
    "        else:\n",
    "            ax.set_ylabel('')\n",
    "\n",
    "        ax.set_xlabel('', fontsize=15, labelpad=10, va='center')\n",
    "        ax.tick_params(axis='x', bottom=True, top=False, labeltop=False, labelbottom=True, labelsize=12, length=3, pad=3, labelrotation=0)\n",
    "    fig.text(0.51, -0.1, 'NMI', ha='center',size=16)\n",
    "    if save:\n",
    "        plt.savefig(save,format='pdf', bbox_inches='tight')\n",
    "    else:\n",
    "        plt.show()\n",
    "\n",
    "palette = { 'SCALEX': (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
    "            'Raw': (0.09019607843137255, 0.7450980392156863, 0.8117647058823529),\n",
    "            'Seurat_v3': (1.0, 0.4980392156862745, 0.054901960784313725),\n",
    "            'Harmony':  (0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n",
    "            'Conos':(0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
    "            'BBKNN': (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
    "            'Scanorama': (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
    "            'FastMNN':  (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
    "            'scVI': (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
    "            'online_iNMF':(0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
    "            'LIGER':(0.6509803921568628, 0.807843137254902, 0.8901960784313725),\n",
    "            'DESC':(0.8392156862745098, 0.5450980392156863, 0.4980392156862745)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": "true"
   },
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets =['pancreas', 'heart','liver','NSCLC','PBMC']\n",
    "methods = ['Raw', 'SCALEX','Seurat_v3','Harmony','Conos','BBKNN','scVI','Scanorama','FastMNN','online_iNMF','LIGER']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = ['pancreas','heart','liver','NSCLC','PBMC']\n",
    "methods = ['Raw', 'SCALEX', 'Seurat_v3', 'Harmony', 'FastMNN', 'Conos', 'BBKNN', 'Scanorama', 'scVI', 'LIGER', 'online_iNMF','DESC']\n",
    "\n",
    "NMI_louvain = pd.DataFrame(index = datasets, columns = methods)\n",
    "ARI_louvain = pd.DataFrame(index = datasets, columns = methods)\n",
    "NMI_leiden = pd.DataFrame(index = datasets, columns = methods)\n",
    "ARI_leiden = pd.DataFrame(index = datasets, columns = methods)\n",
    "\n",
    "for dataset in datasets:\n",
    "    adata = sc.read_h5ad('~/SCALEX/results/{}/adata.h5ad'.format(dataset))\n",
    "    if adata.shape[0]>50000:\n",
    "        idx = np.random.choice(np.arange(adata.shape[0]), 50000, replace=False)\n",
    "        adata = adata[idx]\n",
    "        \n",
    "    for method in methods:\n",
    "        if method+'_umap' in adata.obsm_keys():\n",
    "            NMI_louvain.loc[dataset, method] = nmi(adata, 'celltype', method+'_louvain', method=\"arithmetic\", nmi_dir=None)\n",
    "            ARI_louvain.loc[dataset, method] = ari(adata, 'celltype', method+'_louvain')\n",
    "            NMI_leiden.loc[dataset, method] = nmi(adata, 'celltype', method+'_leiden', method=\"arithmetic\", nmi_dir=None)\n",
    "            ARI_leiden.loc[dataset, method] = ari(adata, 'celltype', method+'_leiden')\n",
    "        else:\n",
    "            NMI_louvain.loc[dataset, method] = 0\n",
    "            ARI_louvain.loc[dataset, method] = 0\n",
    "            NMI_leiden.loc[dataset, method] = 0\n",
    "            ARI_leiden.loc[dataset, method] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NMI_louvain.to_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_benchmark_louvain.txt',sep='\\t')\n",
    "# ARI_louvain.to_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_benchmark_louvain.txt',sep='\\t')\n",
    "# NMI_leiden.to_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_benchmark_leiden.txt',sep='\\t')\n",
    "# ARI_leiden.to_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_benchmark_leiden.txt',sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x230 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x230 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cluster in ['leiden','louvain']:\n",
    "    NMI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_benchmark_{}.txt'.format(cluster),sep='\\t',index_col=0)\n",
    "    ARI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_benchmark_{}.txt'.format(cluster),sep='\\t',index_col=0)\n",
    "    Plot_NMI_ARI(NMI,\n",
    "                 ARI,\n",
    "                 ncols=5,\n",
    "                 nrows=1,\n",
    "                 palette=palette,\n",
    "                 figsize=(15,2.3),\n",
    "                 set_yticks=[0, 0.25,0.5,0.75,1],\n",
    "                 set_xticks=[0.5,0.75,1],\n",
    "                 save='~/SCALEX/figures/benchmark/NMI-ARI/benchmark_{}.pdf'.format(cluster)\n",
    "                 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": "true",
    "tags": []
   },
   "source": [
    "### Atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = ['mouse_atlas', 'human_atlas_adult','COVID-19','human_atlas_fetal']\n",
    "methods = ['Raw', 'SCALEX','Seurat_v3','Harmony','Conos','BBKNN','scVI','Scanorama','FastMNN','online_iNMF','LIGER']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = 'atlas'\n",
    "NMI_louvain = pd.DataFrame(index = datasets, columns = methods)\n",
    "ARI_louvain = pd.DataFrame(index = datasets, columns = methods)\n",
    "NMI_leiden = pd.DataFrame(index = datasets, columns = methods)\n",
    "ARI_leiden = pd.DataFrame(index = datasets, columns = methods)\n",
    "\n",
    "for dataset in datasets:\n",
    "    adata = sc.read_h5ad('~/SCALEX/results/{}/adata.h5ad'.format(dataset))\n",
    "    if adata.shape[0]>50000:\n",
    "        idx = np.random.choice(np.arange(adata.shape[0]), 50000, replace=False)\n",
    "        adata = adata[idx]\n",
    "        \n",
    "    for method in methods:\n",
    "        if method+'_umap' in adata.obsm_keys():\n",
    "            NMI_louvain.loc[dataset, method] = nmi(adata, 'celltype', method+'_louvain', method=\"arithmetic\", nmi_dir=None)\n",
    "            ARI_louvain.loc[dataset, method] = ari(adata, 'celltype', method+'_louvain')\n",
    "            NMI_leiden.loc[dataset, method] = nmi(adata, 'celltype', method+'_leiden', method=\"arithmetic\", nmi_dir=None)\n",
    "            ARI_leiden.loc[dataset, method] = ari(adata, 'celltype', method+'_leiden')\n",
    "        else:\n",
    "            NMI_louvain.loc[dataset, method] = 0\n",
    "            ARI_louvain.loc[dataset, method] = 0\n",
    "            NMI_leiden.loc[dataset, method] = 0\n",
    "            ARI_leiden.loc[dataset, method] = 0\n",
    "NMI_louvain.to_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_{}_louvain.txt'.format(data),sep='\\t')\n",
    "ARI_louvain.to_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_{}_louvain.txt'.format(data),sep='\\t')\n",
    "NMI_leiden.to_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_{}_leiden.txt'.format(data),sep='\\t')\n",
    "ARI_leiden.to_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_{}_leiden.txt'.format(data),sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x230 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x230 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = 'atlas'\n",
    "datasets = ['mouse_atlas', 'human_atlas_adult', 'human_atlas_fetal']\n",
    "for cluster in ['leiden','louvain']:\n",
    "    NMI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_{}_{}.txt'.format(data, cluster),sep='\\t',index_col=0)\n",
    "    ARI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_{}_{}.txt'.format(data, cluster),sep='\\t',index_col=0)\n",
    "    NMI = NMI.loc[datasets,:]\n",
    "    ARI = ARI.loc[datasets,:]\n",
    "    NMI[NMI==0]=None\n",
    "    ARI[ARI==0]=None\n",
    "    Plot_NMI_ARI(NMI,\n",
    "                 ARI,\n",
    "                 ncols=3,\n",
    "                 nrows=1,\n",
    "                 palette=palette,\n",
    "                 figsize=(9,2.3),\n",
    "                 set_yticks=[0, 0.25,0.5,0.75,1],\n",
    "                 set_xticks=[0.5,0.75,1],\n",
    "                 save='~/SCALEX/figures/benchmark/NMI-ARI/{}_{}.pdf'.format(data, cluster)\n",
    "                 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x230 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x230 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = 'atlas'\n",
    "datasets = ['COVID-19']\n",
    "for cluster in ['leiden','louvain']:\n",
    "    NMI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/NMI_{}_{}.txt'.format(data, cluster),sep='\\t',index_col=0)\n",
    "    ARI = pd.read_csv('~/SCALEX/results/metrics/NMI-ARI/ARI_{}_{}.txt'.format(data, cluster),sep='\\t',index_col=0)\n",
    "    NMI = NMI.loc[datasets,:]\n",
    "    ARI = ARI.loc[datasets,:]\n",
    "    NMI[NMI==0]=None\n",
    "    ARI[ARI==0]=None\n",
    "    Plot_NMI_ARI(NMI,\n",
    "                 ARI,\n",
    "                 ncols=1,\n",
    "                 nrows=1,\n",
    "                 palette=palette,\n",
    "                 figsize=(3,2.3),\n",
    "                 set_yticks=[0, 0.25,0.5,0.75,1],\n",
    "                 set_xticks=[0.5,0.75,1],\n",
    "                 save='~/SCALEX/figures/benchmark/NMI-ARI/{}_{}.pdf'.format(datasets[0], cluster)\n",
    "                 )"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
